Variational Inference from Scratch
Let’s derive the evidence lower bound used in variational inference using Jensen’s inequality and the Kullback-Leibler divergence. ...
Writings
Gaussian processes with Jax in 80 lines
A GP implementation using Jax that shows kernel computation, conditioning of Gaussian distributions, parameter transformations, and gradient-based optimisation. ...
Lollipop Plot of The Office US IMDb Reviews
Five months ago I started an internship with Amazon and I’ve learned an inordinate amount from my colleagues. The use of plots to debug models is perhaps the most useful learning. ...
Building a Gaussian process package
An overview for how a Gaussian process package can be built using Objax and JAX. ...
Learn React
This article outlines my experience learning React. ...